CE-VNE: Constraint escalation virtual network embedding algorithm assisted by graph convolutional networks
With the advent of Industry 5.0, access devices are becoming more and more demanding on
the network. For example, in areas such as financial transactions, drone control and …
the network. For example, in areas such as financial transactions, drone control and …
[HTML][HTML] DVNE-DRL: dynamic virtual network embedding algorithm based on deep reinforcement learning
X Xiao - Scientific Reports, 2023 - nature.com
Virtual network embedding (VNE), as the key challenge of network resource management
technology, lies in the contradiction between online embedding decision and pursuing long …
technology, lies in the contradiction between online embedding decision and pursuing long …
A continuous-decision virtual network embedding scheme relying on reinforcement learning
Network Virtualization (NV) techniques allow multiple virtual network requests to beneficially
share resources on the same substrate network, such as node computational resources and …
share resources on the same substrate network, such as node computational resources and …
[HTML][HTML] Energy-Efficient Virtual Network Embedding: A Deep Reinforcement Learning Approach Based on Graph Convolutional Networks
Network virtualization (NV) technology is the cornerstone of modern network architectures,
offering significant advantages in resource utilization, flexibility, security, and streamlined …
offering significant advantages in resource utilization, flexibility, security, and streamlined …
Security-aware virtual network embedding algorithm based on reinforcement learning
Virtual network embedding (VNE) algorithm is always the key problem in network
virtualization (NV) technology. At present, the research in this field still has the following …
virtualization (NV) technology. At present, the research in this field still has the following …
A virtual network embedding algorithm based on double-layer reinforcement learning
M Li, ML Lu - The Computer Journal, 2021 - academic.oup.com
Virtual network embedding (VNE) algorithms dominate the effectiveness of resource sharing
in network virtualization. Heuristic embedding algorithms generally make embedding …
in network virtualization. Heuristic embedding algorithms generally make embedding …
A novel reinforcement learning algorithm for virtual network embedding
Network virtualization enables the share of a physical network among multiple virtual
networks. Virtual network embedding determines the effectiveness of utilization of network …
networks. Virtual network embedding determines the effectiveness of utilization of network …
A coordinated two-stages virtual network embedding algorithm based on reinforcement learning
C Wang, F Zheng, S Peng, Z Tian… - … on Advanced Cloud …, 2019 - ieeexplore.ieee.org
Network virtualization allows multiple heterogeneous networks to be deployed on the same
physical network. One of its main challenges is how to effectively allocate resources to the …
physical network. One of its main challenges is how to effectively allocate resources to the …
FlagVNE: A Flexible and Generalizable Reinforcement Learning Framework for Network Resource Allocation
Virtual network embedding (VNE) is an essential resource allocation task in network
virtualization, aiming to map virtual network requests (VNRs) onto physical infrastructure …
virtualization, aiming to map virtual network requests (VNRs) onto physical infrastructure …
Towards learning-based energy-efficient online coordinated virtual network embedding framework
Z Duan, T Wang - Computer Networks, 2024 - Elsevier
Network virtualization is a highly effective technology for resource sharing within data
centers, enabling the coexistence of multiple heterogeneous virtual networks in a shared …
centers, enabling the coexistence of multiple heterogeneous virtual networks in a shared …